Overview
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 2176 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 285.0 KiB |
| Average record size in memory | 134.1 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 11 |
| Numeric | 7 |
| DateTime | 1 |
| Boolean | 1 |
current_price is highly overall correlated with original_price | High correlation |
customer_rating is highly overall correlated with rating_category | High correlation |
day is highly overall correlated with season and 1 other fields | High correlation |
day_name is highly overall correlated with season and 1 other fields | High correlation |
discount_flag is highly overall correlated with markdown_percentage | High correlation |
is_returned is highly overall correlated with return_reason | High correlation |
markdown_percentage is highly overall correlated with discount_flag | High correlation |
month is highly overall correlated with season and 1 other fields | High correlation |
original_price is highly overall correlated with current_price | High correlation |
rating_category is highly overall correlated with customer_rating | High correlation |
return_reason is highly overall correlated with is_returned | High correlation |
season is highly overall correlated with day and 3 other fields | High correlation |
year is highly overall correlated with day and 3 other fields | High correlation |
return_reason is highly imbalanced (65.1%) | Imbalance |
year is highly imbalanced (52.9%) | Imbalance |
day_name is highly imbalanced (54.5%) | Imbalance |
out_of_stock is highly imbalanced (86.0%) | Imbalance |
product_id has unique values | Unique |
markdown_percentage has 1373 (63.1%) zeros | Zeros |
stock_quantity has 43 (2.0%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-23 06:52:18.702428 |
|---|---|
| Analysis finished | 2026-01-23 06:52:41.596523 |
| Duration | 22.89 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
product_id
Text
Unique
| Distinct | 2176 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 2176 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | FB000001 |
|---|---|
| 2nd row | FB000002 |
| 3rd row | FB000003 |
| 4th row | FB000004 |
| 5th row | FB000005 |
| Value | Count | Frequency (%) |
| fb000001 | 1 | < 0.1% |
| fb000010 | 1 | < 0.1% |
| fb000016 | 1 | < 0.1% |
| fb000015 | 1 | < 0.1% |
| fb000014 | 1 | < 0.1% |
| fb000013 | 1 | < 0.1% |
| fb000012 | 1 | < 0.1% |
| fb000011 | 1 | < 0.1% |
| fb000009 | 1 | < 0.1% |
| fb001454 | 1 | < 0.1% |
| Other values (2166) | 2166 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6086 | |
| F | 2176 | 12.5% |
| B | 2176 | 12.5% |
| 1 | 1715 | 9.9% |
| 2 | 815 | 4.7% |
| 4 | 638 | 3.7% |
| 5 | 638 | 3.7% |
| 3 | 638 | 3.7% |
| 6 | 638 | 3.7% |
| 7 | 634 | 3.6% |
| Other values (2) | 1254 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17408 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6086 | |
| F | 2176 | 12.5% |
| B | 2176 | 12.5% |
| 1 | 1715 | 9.9% |
| 2 | 815 | 4.7% |
| 4 | 638 | 3.7% |
| 5 | 638 | 3.7% |
| 3 | 638 | 3.7% |
| 6 | 638 | 3.7% |
| 7 | 634 | 3.6% |
| Other values (2) | 1254 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17408 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6086 | |
| F | 2176 | 12.5% |
| B | 2176 | 12.5% |
| 1 | 1715 | 9.9% |
| 2 | 815 | 4.7% |
| 4 | 638 | 3.7% |
| 5 | 638 | 3.7% |
| 3 | 638 | 3.7% |
| 6 | 638 | 3.7% |
| 7 | 634 | 3.6% |
| Other values (2) | 1254 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17408 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6086 | |
| F | 2176 | 12.5% |
| B | 2176 | 12.5% |
| 1 | 1715 | 9.9% |
| 2 | 815 | 4.7% |
| 4 | 638 | 3.7% |
| 5 | 638 | 3.7% |
| 3 | 638 | 3.7% |
| 6 | 638 | 3.7% |
| 7 | 634 | 3.6% |
| Other values (2) | 1254 | 7.2% |
category
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| Accessories | |
|---|---|
| Bottoms | |
| Shoes | |
| Tops | |
| Outerwear |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 7.2090993 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Outerwear |
|---|---|
| 2nd row | Tops |
| 3rd row | Accessories |
| 4th row | Shoes |
| 5th row | Tops |
Common Values
| Value | Count | Frequency (%) |
| Accessories | 402 | |
| Bottoms | 392 | |
| Shoes | 372 | |
| Tops | 359 | |
| Outerwear | 334 | |
| Dresses | 317 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| accessories | 402 | |
| bottoms | 392 | |
| shoes | 372 | |
| tops | 359 | |
| outerwear | 334 | |
| dresses | 317 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 3280 | |
| e | 2478 | |
| o | 1917 | |
| r | 1387 | |
| t | 1118 | 7.1% |
| c | 804 | 5.1% |
| A | 402 | 2.6% |
| i | 402 | 2.6% |
| m | 392 | 2.5% |
| B | 392 | 2.5% |
| Other values (9) | 3115 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15687 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 3280 | |
| e | 2478 | |
| o | 1917 | |
| r | 1387 | |
| t | 1118 | 7.1% |
| c | 804 | 5.1% |
| A | 402 | 2.6% |
| i | 402 | 2.6% |
| m | 392 | 2.5% |
| B | 392 | 2.5% |
| Other values (9) | 3115 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15687 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 3280 | |
| e | 2478 | |
| o | 1917 | |
| r | 1387 | |
| t | 1118 | 7.1% |
| c | 804 | 5.1% |
| A | 402 | 2.6% |
| i | 402 | 2.6% |
| m | 392 | 2.5% |
| B | 392 | 2.5% |
| Other values (9) | 3115 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15687 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 3280 | |
| e | 2478 | |
| o | 1917 | |
| r | 1387 | |
| t | 1118 | 7.1% |
| c | 804 | 5.1% |
| A | 402 | 2.6% |
| i | 402 | 2.6% |
| m | 392 | 2.5% |
| B | 392 | 2.5% |
| Other values (9) | 3115 |
brand
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| Zara | |
|---|---|
| Banana Republic | |
| Mango | |
| H&M | |
| Uniqlo | |
| Other values (3) |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 6.8511029 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Zara |
|---|---|
| 2nd row | Uniqlo |
| 3rd row | Uniqlo |
| 4th row | Uniqlo |
| 5th row | Banana Republic |
Common Values
| Value | Count | Frequency (%) |
| Zara | 313 | |
| Banana Republic | 285 | |
| Mango | 284 | |
| H&M | 283 | |
| Uniqlo | 260 | |
| Ann Taylor | 257 | |
| Forever21 | 250 | |
| Gap | 244 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| zara | 313 | |
| banana | 285 | |
| republic | 285 | |
| mango | 284 | |
| h&m | 283 | |
| uniqlo | 260 | |
| ann | 257 | |
| taylor | 257 | |
| forever21 | 250 | |
| gap | 244 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2266 | |
| n | 1628 | 10.9% |
| r | 1070 | 7.2% |
| o | 1051 | 7.0% |
| l | 802 | 5.4% |
| e | 785 | 5.3% |
| M | 567 | 3.8% |
| i | 545 | 3.7% |
| 542 | 3.6% | |
| p | 529 | 3.5% |
| Other values (19) | 5123 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14908 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2266 | |
| n | 1628 | 10.9% |
| r | 1070 | 7.2% |
| o | 1051 | 7.0% |
| l | 802 | 5.4% |
| e | 785 | 5.3% |
| M | 567 | 3.8% |
| i | 545 | 3.7% |
| 542 | 3.6% | |
| p | 529 | 3.5% |
| Other values (19) | 5123 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14908 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2266 | |
| n | 1628 | 10.9% |
| r | 1070 | 7.2% |
| o | 1051 | 7.0% |
| l | 802 | 5.4% |
| e | 785 | 5.3% |
| M | 567 | 3.8% |
| i | 545 | 3.7% |
| 542 | 3.6% | |
| p | 529 | 3.5% |
| Other values (19) | 5123 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14908 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2266 | |
| n | 1628 | 10.9% |
| r | 1070 | 7.2% |
| o | 1051 | 7.0% |
| l | 802 | 5.4% |
| e | 785 | 5.3% |
| M | 567 | 3.8% |
| i | 545 | 3.7% |
| 542 | 3.6% | |
| p | 529 | 3.5% |
| Other values (19) | 5123 |
season
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| Summer | |
|---|---|
| Fall | |
| Spring | |
| Winter |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Spring |
|---|---|
| 2nd row | Winter |
| 3rd row | Winter |
| 4th row | Spring |
| 5th row | Winter |
Common Values
| Value | Count | Frequency (%) |
| Summer | 575 | |
| Fall | 544 | |
| Spring | 535 | |
| Winter | 522 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| summer | 575 | |
| fall | 544 | |
| spring | 535 | |
| winter | 522 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1632 | |
| m | 1150 | |
| S | 1110 | |
| e | 1097 | |
| l | 1088 | |
| i | 1057 | |
| n | 1057 | |
| u | 575 | 4.8% |
| F | 544 | 4.5% |
| a | 544 | 4.5% |
| Other values (4) | 2114 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11968 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1632 | |
| m | 1150 | |
| S | 1110 | |
| e | 1097 | |
| l | 1088 | |
| i | 1057 | |
| n | 1057 | |
| u | 575 | 4.8% |
| F | 544 | 4.5% |
| a | 544 | 4.5% |
| Other values (4) | 2114 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11968 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1632 | |
| m | 1150 | |
| S | 1110 | |
| e | 1097 | |
| l | 1088 | |
| i | 1057 | |
| n | 1057 | |
| u | 575 | 4.8% |
| F | 544 | 4.5% |
| a | 544 | 4.5% |
| Other values (4) | 2114 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11968 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1632 | |
| m | 1150 | |
| S | 1110 | |
| e | 1097 | |
| l | 1088 | |
| i | 1057 | |
| n | 1057 | |
| u | 575 | 4.8% |
| F | 544 | 4.5% |
| a | 544 | 4.5% |
| Other values (4) | 2114 |
size
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| Unknown | |
|---|---|
| XS | |
| S | |
| XL | |
| XXL | |
| Other values (2) |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.8786765 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | XL |
|---|---|
| 2nd row | L |
| 3rd row | Unknown |
| 4th row | XL |
| 5th row | XL |
Common Values
| Value | Count | Frequency (%) |
| Unknown | 491 | |
| XS | 301 | |
| S | 294 | |
| XL | 283 | |
| XXL | 279 | |
| L | 273 | |
| M | 255 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unknown | 491 | |
| xs | 301 | |
| s | 294 | |
| xl | 283 | |
| xxl | 279 | |
| l | 273 | |
| m | 255 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1473 | |
| X | 1142 | |
| L | 835 | |
| S | 595 | |
| U | 491 | 7.8% |
| k | 491 | 7.8% |
| o | 491 | 7.8% |
| w | 491 | 7.8% |
| M | 255 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6264 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1473 | |
| X | 1142 | |
| L | 835 | |
| S | 595 | |
| U | 491 | 7.8% |
| k | 491 | 7.8% |
| o | 491 | 7.8% |
| w | 491 | 7.8% |
| M | 255 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6264 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1473 | |
| X | 1142 | |
| L | 835 | |
| S | 595 | |
| U | 491 | 7.8% |
| k | 491 | 7.8% |
| o | 491 | 7.8% |
| w | 491 | 7.8% |
| M | 255 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6264 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1473 | |
| X | 1142 | |
| L | 835 | |
| S | 595 | |
| U | 491 | 7.8% |
| k | 491 | 7.8% |
| o | 491 | 7.8% |
| w | 491 | 7.8% |
| M | 255 | 4.1% |
color
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| Green | |
|---|---|
| Black | |
| Red | |
| White | |
| Pink | |
| Other values (6) |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.5344669 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Red |
|---|---|
| 2nd row | Pink |
| 3rd row | Black |
| 4th row | Black |
| 5th row | Black |
Common Values
| Value | Count | Frequency (%) |
| Green | 222 | |
| Black | 216 | |
| Red | 212 | |
| White | 207 | |
| Pink | 204 | |
| Navy | 192 | |
| Blue | 191 | |
| Gray | 189 | |
| Purple | 187 | |
| Brown | 180 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| green | 222 | |
| black | 216 | |
| red | 212 | |
| white | 207 | |
| pink | 204 | |
| navy | 192 | |
| blue | 191 | |
| gray | 189 | |
| purple | 187 | |
| brown | 180 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1593 | |
| r | 778 | 7.9% |
| B | 763 | 7.7% |
| n | 606 | 6.1% |
| a | 597 | 6.1% |
| l | 594 | 6.0% |
| i | 587 | 5.9% |
| k | 420 | 4.3% |
| G | 411 | 4.2% |
| P | 391 | 4.0% |
| Other values (14) | 3127 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9867 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1593 | |
| r | 778 | 7.9% |
| B | 763 | 7.7% |
| n | 606 | 6.1% |
| a | 597 | 6.1% |
| l | 594 | 6.0% |
| i | 587 | 5.9% |
| k | 420 | 4.3% |
| G | 411 | 4.2% |
| P | 391 | 4.0% |
| Other values (14) | 3127 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9867 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1593 | |
| r | 778 | 7.9% |
| B | 763 | 7.7% |
| n | 606 | 6.1% |
| a | 597 | 6.1% |
| l | 594 | 6.0% |
| i | 587 | 5.9% |
| k | 420 | 4.3% |
| G | 411 | 4.2% |
| P | 391 | 4.0% |
| Other values (14) | 3127 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9867 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1593 | |
| r | 778 | 7.9% |
| B | 763 | 7.7% |
| n | 606 | 6.1% |
| a | 597 | 6.1% |
| l | 594 | 6.0% |
| i | 587 | 5.9% |
| k | 420 | 4.3% |
| G | 411 | 4.2% |
| P | 391 | 4.0% |
| Other values (14) | 3127 |
original_price
Real number (ℝ)
High correlation
| Distinct | 2061 |
|---|---|
| Distinct (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.20034 |
| Minimum | 15.14 |
|---|---|
| Maximum | 249.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.1 KiB |
Quantile statistics
| Minimum | 15.14 |
|---|---|
| 5-th percentile | 28.7875 |
| Q1 | 57.8725 |
| median | 88.6 |
| Q3 | 127.63 |
| 95-th percentile | 198.1525 |
| Maximum | 249.98 |
| Range | 234.84 |
| Interquartile range (IQR) | 69.7575 |
Descriptive statistics
| Standard deviation | 51.637345 |
|---|---|
| Coefficient of variation (CV) | 0.53124655 |
| Kurtosis | -0.06816943 |
| Mean | 97.20034 |
| Median Absolute Deviation (MAD) | 33.745 |
| Skewness | 0.72249313 |
| Sum | 211507.94 |
| Variance | 2666.4154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100.03 | 3 | 0.1% |
| 115.89 | 3 | 0.1% |
| 69.54 | 2 | 0.1% |
| 184.87 | 2 | 0.1% |
| 119.78 | 2 | 0.1% |
| 159.25 | 2 | 0.1% |
| 74.54 | 2 | 0.1% |
| 109.15 | 2 | 0.1% |
| 59.1 | 2 | 0.1% |
| 155.85 | 2 | 0.1% |
| Other values (2051) | 2154 |
| Value | Count | Frequency (%) |
| 15.14 | 1 | |
| 15.36 | 1 | |
| 15.71 | 1 | |
| 15.92 | 1 | |
| 16.51 | 1 | |
| 16.52 | 1 | |
| 16.54 | 1 | |
| 16.57 | 1 | |
| 16.64 | 1 | |
| 16.81 | 1 |
| Value | Count | Frequency (%) |
| 249.98 | 1 | |
| 248.58 | 1 | |
| 248.41 | 1 | |
| 248.05 | 1 | |
| 247.9 | 1 | |
| 246.65 | 1 | |
| 246.49 | 1 | |
| 245.87 | 1 | |
| 245.75 | 1 | |
| 245.31 | 1 |
markdown_percentage
Real number (ℝ)
High correlation Zeros
| Distinct | 439 |
|---|---|
| Distinct (%) | 20.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.547794 |
| Minimum | 0 |
|---|---|
| Maximum | 59.8 |
| Zeros | 1373 |
| Zeros (%) | 63.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 17.65 |
| 95-th percentile | 50.625 |
| Maximum | 59.8 |
| Range | 59.8 |
| Interquartile range (IQR) | 17.65 |
Descriptive statistics
| Standard deviation | 17.272466 |
|---|---|
| Coefficient of variation (CV) | 1.637543 |
| Kurtosis | 0.77336564 |
| Mean | 10.547794 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4655079 |
| Sum | 22952 |
| Variance | 298.33809 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1373 | |
| 8.8 | 6 | 0.3% |
| 56.4 | 5 | 0.2% |
| 24.3 | 5 | 0.2% |
| 18 | 5 | 0.2% |
| 42.2 | 5 | 0.2% |
| 6.6 | 5 | 0.2% |
| 49.4 | 5 | 0.2% |
| 15.8 | 4 | 0.2% |
| 35.3 | 4 | 0.2% |
| Other values (429) | 759 |
| Value | Count | Frequency (%) |
| 0 | 1373 | |
| 0.3 | 2 | 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 0.9 | 2 | 0.1% |
| 1 | 1 | < 0.1% |
| 1.1 | 4 | 0.2% |
| 1.2 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 59.8 | 3 | |
| 59.7 | 2 | |
| 59.5 | 3 | |
| 59.4 | 1 | < 0.1% |
| 59.3 | 1 | < 0.1% |
| 59.1 | 1 | < 0.1% |
| 58.8 | 1 | < 0.1% |
| 58.7 | 1 | < 0.1% |
| 58.6 | 2 | |
| 58.5 | 3 |
current_price
Real number (ℝ)
High correlation
| Distinct | 2025 |
|---|---|
| Distinct (%) | 93.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.499596 |
| Minimum | 7.29 |
|---|---|
| Maximum | 249.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.1 KiB |
Quantile statistics
| Minimum | 7.29 |
|---|---|
| 5-th percentile | 23.3575 |
| Q1 | 46.845 |
| median | 74.885 |
| Q3 | 112.865 |
| 95-th percentile | 183.075 |
| Maximum | 249.98 |
| Range | 242.69 |
| Interquartile range (IQR) | 66.02 |
Descriptive statistics
| Standard deviation | 50.091354 |
|---|---|
| Coefficient of variation (CV) | 0.58586656 |
| Kurtosis | 0.31233393 |
| Mean | 85.499596 |
| Median Absolute Deviation (MAD) | 32.11 |
| Skewness | 0.89336326 |
| Sum | 186047.12 |
| Variance | 2509.1437 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 69.54 | 3 | 0.1% |
| 88.94 | 3 | 0.1% |
| 74.77 | 3 | 0.1% |
| 33.77 | 2 | 0.1% |
| 52.07 | 2 | 0.1% |
| 99.26 | 2 | 0.1% |
| 169.89 | 2 | 0.1% |
| 90.97 | 2 | 0.1% |
| 92.25 | 2 | 0.1% |
| 23.04 | 2 | 0.1% |
| Other values (2015) | 2153 |
| Value | Count | Frequency (%) |
| 7.29 | 1 | |
| 8.23 | 1 | |
| 9.58 | 1 | |
| 9.71 | 1 | |
| 10.48 | 1 | |
| 10.55 | 1 | |
| 10.68 | 1 | |
| 11.16 | 1 | |
| 11.29 | 1 | |
| 11.64 | 1 |
| Value | Count | Frequency (%) |
| 249.98 | 1 | |
| 248.58 | 1 | |
| 248.05 | 1 | |
| 246.65 | 1 | |
| 246.49 | 1 | |
| 245.87 | 1 | |
| 245.75 | 1 | |
| 244.13 | 1 | |
| 241.81 | 1 | |
| 241.09 | 1 |
purchase_date
Date
| Distinct | 273 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| Minimum | 2024-08-06 00:00:00 |
|---|---|
| Maximum | 2025-08-06 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
stock_quantity
Real number (ℝ)
Zeros
| Distinct | 51 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.93796 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 43 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 13 |
| median | 25 |
| Q3 | 37 |
| 95-th percentile | 47 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 14.451387 |
|---|---|
| Coefficient of variation (CV) | 0.57949356 |
| Kurtosis | -1.1829594 |
| Mean | 24.93796 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.0061644575 |
| Sum | 54265 |
| Variance | 208.84259 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 43 | 52 | 2.4% |
| 33 | 52 | 2.4% |
| 36 | 51 | 2.3% |
| 16 | 51 | 2.3% |
| 17 | 50 | 2.3% |
| 9 | 50 | 2.3% |
| 24 | 49 | 2.3% |
| 41 | 49 | 2.3% |
| 27 | 49 | 2.3% |
| 34 | 48 | 2.2% |
| Other values (41) | 1675 |
| Value | Count | Frequency (%) |
| 0 | 43 | |
| 1 | 34 | |
| 2 | 40 | |
| 3 | 34 | |
| 4 | 46 | |
| 5 | 47 | |
| 6 | 42 | |
| 7 | 48 | |
| 8 | 32 | |
| 9 | 50 |
| Value | Count | Frequency (%) |
| 50 | 42 | |
| 49 | 32 | |
| 48 | 30 | |
| 47 | 44 | |
| 46 | 44 | |
| 45 | 35 | |
| 44 | 35 | |
| 43 | 52 | |
| 42 | 45 | |
| 41 | 49 |
customer_rating
Real number (ℝ)
High correlation
| Distinct | 42 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9866042 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 2.2 |
| median | 2.9866042 |
| Q3 | 3.8 |
| 95-th percentile | 4.7 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.0588227 |
|---|---|
| Coefficient of variation (CV) | 0.35452394 |
| Kurtosis | -0.83116789 |
| Mean | 2.9866042 |
| Median Absolute Deviation (MAD) | 0.78660419 |
| Skewness | -0.0028926259 |
| Sum | 6498.8507 |
| Variance | 1.1211055 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 2.98660419 | 362 | 16.6% |
| 2.5 | 61 | 2.8% |
| 4 | 56 | 2.6% |
| 1.2 | 55 | 2.5% |
| 3.1 | 53 | 2.4% |
| 1.1 | 52 | 2.4% |
| 2.8 | 52 | 2.4% |
| 4.5 | 51 | 2.3% |
| 4.6 | 50 | 2.3% |
| 3.5 | 50 | 2.3% |
| Other values (32) | 1334 |
| Value | Count | Frequency (%) |
| 1 | 22 | 1.0% |
| 1.1 | 52 | |
| 1.2 | 55 | |
| 1.3 | 48 | |
| 1.4 | 47 | |
| 1.5 | 39 | |
| 1.6 | 42 | |
| 1.7 | 47 | |
| 1.8 | 45 | |
| 1.9 | 41 |
| Value | Count | Frequency (%) |
| 5 | 24 | |
| 4.9 | 42 | |
| 4.8 | 37 | |
| 4.7 | 45 | |
| 4.6 | 50 | |
| 4.5 | 51 | |
| 4.4 | 47 | |
| 4.3 | 47 | |
| 4.2 | 34 | |
| 4.1 | 50 |
is_returned
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1856 | |
| True | 320 | 14.7% |
return_reason
Categorical
High correlation Imbalance
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| No Return | |
|---|---|
| Changed Mind | 68 |
| Size Issue | 60 |
| Quality Issue | 55 |
| Wrong Item | 47 |
| Other values (2) | 90 |
Length
| Max length | 14 |
|---|---|
| Median length | 9 |
| Mean length | 9.3092831 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No Return |
|---|---|
| 2nd row | No Return |
| 3rd row | No Return |
| 4th row | No Return |
| 5th row | No Return |
Common Values
| Value | Count | Frequency (%) |
| No Return | 1856 | |
| Changed Mind | 68 | 3.1% |
| Size Issue | 60 | 2.8% |
| Quality Issue | 55 | 2.5% |
| Wrong Item | 47 | 2.2% |
| Color Mismatch | 46 | 2.1% |
| Damaged | 44 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 1856 | |
| return | 1856 | |
| issue | 115 | 2.7% |
| changed | 68 | 1.6% |
| mind | 68 | 1.6% |
| size | 60 | 1.4% |
| quality | 55 | 1.3% |
| wrong | 47 | 1.1% |
| item | 47 | 1.1% |
| color | 46 | 1.1% |
| Other values (2) | 90 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2190 | |
| 2132 | ||
| n | 2039 | |
| u | 2026 | |
| t | 2004 | |
| o | 1995 | |
| r | 1949 | |
| N | 1856 | |
| R | 1856 | |
| s | 276 | 1.4% |
| Other values (17) | 1934 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20257 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2190 | |
| 2132 | ||
| n | 2039 | |
| u | 2026 | |
| t | 2004 | |
| o | 1995 | |
| r | 1949 | |
| N | 1856 | |
| R | 1856 | |
| s | 276 | 1.4% |
| Other values (17) | 1934 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20257 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2190 | |
| 2132 | ||
| n | 2039 | |
| u | 2026 | |
| t | 2004 | |
| o | 1995 | |
| r | 1949 | |
| N | 1856 | |
| R | 1856 | |
| s | 276 | 1.4% |
| Other values (17) | 1934 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20257 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2190 | |
| 2132 | ||
| n | 2039 | |
| u | 2026 | |
| t | 2004 | |
| o | 1995 | |
| r | 1949 | |
| N | 1856 | |
| R | 1856 | |
| s | 276 | 1.4% |
| Other values (17) | 1934 |
year
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| 2025 | |
|---|---|
| 2024 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2025 |
|---|---|
| 2nd row | 2025 |
| 3rd row | 2025 |
| 4th row | 2025 |
| 5th row | 2025 |
Common Values
| Value | Count | Frequency (%) |
| 2025 | 1957 | |
| 2024 | 219 | 10.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2025 | 1957 | |
| 2024 | 219 | 10.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4352 | |
| 0 | 2176 | |
| 5 | 1957 | |
| 4 | 219 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8704 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4352 | |
| 0 | 2176 | |
| 5 | 1957 | |
| 4 | 219 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8704 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4352 | |
| 0 | 2176 | |
| 5 | 1957 | |
| 4 | 219 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8704 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4352 | |
| 0 | 2176 | |
| 5 | 1957 | |
| 4 | 219 | 2.5% |
month
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6461397 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 8 |
| median | 8 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.7782243 |
|---|---|
| Coefficient of variation (CV) | 0.23256498 |
| Kurtosis | 4.871438 |
| Mean | 7.6461397 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.711049 |
| Sum | 16638 |
| Variance | 3.1620816 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 8 | 1681 | |
| 9 | 58 | 2.7% |
| 4 | 57 | 2.6% |
| 7 | 54 | 2.5% |
| 5 | 48 | 2.2% |
| 10 | 46 | 2.1% |
| 3 | 41 | 1.9% |
| 1 | 41 | 1.9% |
| 12 | 41 | 1.9% |
| 11 | 40 | 1.8% |
| Other values (2) | 69 | 3.2% |
| Value | Count | Frequency (%) |
| 1 | 41 | 1.9% |
| 2 | 37 | 1.7% |
| 3 | 41 | 1.9% |
| 4 | 57 | 2.6% |
| 5 | 48 | 2.2% |
| 6 | 32 | 1.5% |
| 7 | 54 | 2.5% |
| 8 | 1681 | |
| 9 | 58 | 2.7% |
| 10 | 46 | 2.1% |
| Value | Count | Frequency (%) |
| 12 | 41 | 1.9% |
| 11 | 40 | 1.8% |
| 10 | 46 | 2.1% |
| 9 | 58 | 2.7% |
| 8 | 1681 | |
| 7 | 54 | 2.5% |
| 6 | 32 | 1.5% |
| 5 | 48 | 2.2% |
| 4 | 57 | 2.6% |
| 3 | 41 | 1.9% |
day
Real number (ℝ)
High correlation
| Distinct | 31 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.457261 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 6 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 25 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 6.1207026 |
|---|---|
| Coefficient of variation (CV) | 0.72372161 |
| Kurtosis | 3.9415628 |
| Mean | 8.457261 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.2573703 |
| Sum | 18403 |
| Variance | 37.463 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 6 | 1658 | |
| 27 | 26 | 1.2% |
| 16 | 25 | 1.1% |
| 17 | 23 | 1.1% |
| 10 | 22 | 1.0% |
| 23 | 22 | 1.0% |
| 25 | 21 | 1.0% |
| 2 | 20 | 0.9% |
| 3 | 20 | 0.9% |
| 12 | 20 | 0.9% |
| Other values (21) | 319 | 14.7% |
| Value | Count | Frequency (%) |
| 1 | 13 | 0.6% |
| 2 | 20 | 0.9% |
| 3 | 20 | 0.9% |
| 4 | 14 | 0.6% |
| 5 | 15 | 0.7% |
| 6 | 1658 | |
| 7 | 19 | 0.9% |
| 8 | 16 | 0.7% |
| 9 | 18 | 0.8% |
| 10 | 22 | 1.0% |
| Value | Count | Frequency (%) |
| 31 | 9 | 0.4% |
| 30 | 13 | |
| 29 | 17 | |
| 28 | 19 | |
| 27 | 26 | |
| 26 | 20 | |
| 25 | 21 | |
| 24 | 17 | |
| 23 | 22 | |
| 22 | 11 |
day_name
Categorical
High correlation Imbalance
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| Wednesday | |
|---|---|
| Friday | 100 |
| Thursday | 81 |
| Tuesday | 79 |
| Saturday | 76 |
| Other values (2) | 120 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.5519301 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Saturday |
|---|---|
| 2nd row | Wednesday |
| 3rd row | Wednesday |
| 4th row | Monday |
| 5th row | Wednesday |
Common Values
| Value | Count | Frequency (%) |
| Wednesday | 1720 | |
| Friday | 100 | 4.6% |
| Thursday | 81 | 3.7% |
| Tuesday | 79 | 3.6% |
| Saturday | 76 | 3.5% |
| Monday | 68 | 3.1% |
| Sunday | 52 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wednesday | 1720 | |
| friday | 100 | 4.6% |
| thursday | 81 | 3.7% |
| tuesday | 79 | 3.6% |
| saturday | 76 | 3.5% |
| monday | 68 | 3.1% |
| sunday | 52 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 3896 | |
| e | 3519 | |
| a | 2252 | |
| y | 2176 | |
| s | 1880 | |
| n | 1840 | |
| W | 1720 | |
| u | 288 | 1.5% |
| r | 257 | 1.4% |
| T | 160 | 0.9% |
| Other values (7) | 621 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18609 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 3896 | |
| e | 3519 | |
| a | 2252 | |
| y | 2176 | |
| s | 1880 | |
| n | 1840 | |
| W | 1720 | |
| u | 288 | 1.5% |
| r | 257 | 1.4% |
| T | 160 | 0.9% |
| Other values (7) | 621 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18609 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 3896 | |
| e | 3519 | |
| a | 2252 | |
| y | 2176 | |
| s | 1880 | |
| n | 1840 | |
| W | 1720 | |
| u | 288 | 1.5% |
| r | 257 | 1.4% |
| T | 160 | 0.9% |
| Other values (7) | 621 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18609 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 3896 | |
| e | 3519 | |
| a | 2252 | |
| y | 2176 | |
| s | 1880 | |
| n | 1840 | |
| W | 1720 | |
| u | 288 | 1.5% |
| r | 257 | 1.4% |
| T | 160 | 0.9% |
| Other values (7) | 621 | 3.3% |
out_of_stock
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| 0 | |
|---|---|
| 1 | 43 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2133 | |
| 1 | 43 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2133 | |
| 1 | 43 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2133 | |
| 1 | 43 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2133 | |
| 1 | 43 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2133 | |
| 1 | 43 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2133 | |
| 1 | 43 | 2.0% |
discount_flag
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1373 | |
| 1 | 803 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1373 | |
| 1 | 803 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1373 | |
| 1 | 803 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1373 | |
| 1 | 803 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1373 | |
| 1 | 803 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2176 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1373 | |
| 1 | 803 |
rating_category
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| Medium | |
|---|---|
| Low | |
| High |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 4.9430147 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Medium |
| 3rd row | High |
| 4th row | Medium |
| 5th row | Medium |
Common Values
| Value | Count | Frequency (%) |
| Medium | 1267 | |
| Low | 482 | 22.2% |
| High | 427 | 19.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 1267 | |
| low | 482 | 22.2% |
| high | 427 | 19.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1694 | |
| M | 1267 | |
| e | 1267 | |
| d | 1267 | |
| u | 1267 | |
| m | 1267 | |
| L | 482 | 4.5% |
| o | 482 | 4.5% |
| w | 482 | 4.5% |
| H | 427 | 4.0% |
| Other values (2) | 854 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10756 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 1694 | |
| M | 1267 | |
| e | 1267 | |
| d | 1267 | |
| u | 1267 | |
| m | 1267 | |
| L | 482 | 4.5% |
| o | 482 | 4.5% |
| w | 482 | 4.5% |
| H | 427 | 4.0% |
| Other values (2) | 854 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10756 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 1694 | |
| M | 1267 | |
| e | 1267 | |
| d | 1267 | |
| u | 1267 | |
| m | 1267 | |
| L | 482 | 4.5% |
| o | 482 | 4.5% |
| w | 482 | 4.5% |
| H | 427 | 4.0% |
| Other values (2) | 854 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10756 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 1694 | |
| M | 1267 | |
| e | 1267 | |
| d | 1267 | |
| u | 1267 | |
| m | 1267 | |
| L | 482 | 4.5% |
| o | 482 | 4.5% |
| w | 482 | 4.5% |
| H | 427 | 4.0% |
| Other values (2) | 854 |
Interactions
Correlations
| brand | category | color | current_price | customer_rating | day | day_name | discount_flag | is_returned | markdown_percentage | month | original_price | out_of_stock | rating_category | return_reason | season | size | stock_quantity | year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| brand | 1.000 | 0.039 | 0.020 | 0.009 | 0.017 | 0.034 | 0.007 | 0.010 | 0.038 | 0.000 | 0.033 | 0.018 | 0.057 | 0.026 | 0.000 | 0.058 | 0.000 | 0.000 | 0.024 |
| category | 0.039 | 1.000 | 0.017 | 0.357 | 0.000 | 0.000 | 0.009 | 0.080 | 0.000 | 0.060 | 0.000 | 0.405 | 0.015 | 0.000 | 0.000 | 0.000 | 0.395 | 0.000 | 0.000 |
| color | 0.020 | 0.017 | 1.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.013 | 0.042 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.084 |
| current_price | 0.009 | 0.357 | 0.000 | 1.000 | 0.003 | 0.002 | 0.000 | 0.253 | 0.000 | -0.234 | -0.012 | 0.912 | 0.000 | 0.000 | 0.000 | 0.046 | 0.173 | -0.020 | 0.041 |
| customer_rating | 0.017 | 0.000 | 0.021 | 0.003 | 1.000 | -0.024 | 0.000 | 0.000 | 0.000 | -0.019 | -0.047 | 0.008 | 0.000 | 0.933 | 0.015 | 0.000 | 0.015 | -0.016 | 0.044 |
| day | 0.034 | 0.000 | 0.000 | 0.002 | -0.024 | 1.000 | 0.369 | 0.044 | 0.000 | -0.013 | -0.209 | -0.006 | 0.027 | 0.017 | 0.000 | 0.537 | 0.047 | 0.035 | 0.552 |
| day_name | 0.007 | 0.009 | 0.000 | 0.000 | 0.000 | 0.369 | 1.000 | 0.000 | 0.013 | 0.030 | 0.369 | 0.023 | 0.077 | 0.000 | 0.025 | 0.518 | 0.040 | 0.034 | 0.526 |
| discount_flag | 0.010 | 0.080 | 0.000 | 0.253 | 0.000 | 0.044 | 0.000 | 1.000 | 0.000 | 0.926 | 0.000 | 0.130 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 0.026 | 0.000 |
| is_returned | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 1.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.999 | 0.047 | 0.000 | 0.031 | 0.000 |
| markdown_percentage | 0.000 | 0.060 | 0.000 | -0.234 | -0.019 | -0.013 | 0.030 | 0.926 | 0.052 | 1.000 | 0.019 | 0.109 | 0.000 | 0.052 | 0.054 | 0.028 | 0.022 | -0.004 | 0.058 |
| month | 0.033 | 0.000 | 0.036 | -0.012 | -0.047 | -0.209 | 0.369 | 0.000 | 0.000 | 0.019 | 1.000 | -0.012 | 0.000 | 0.034 | 0.000 | 0.545 | 0.000 | -0.004 | 0.909 |
| original_price | 0.018 | 0.405 | 0.013 | 0.912 | 0.008 | -0.006 | 0.023 | 0.130 | 0.000 | 0.109 | -0.012 | 1.000 | 0.000 | 0.025 | 0.005 | 0.000 | 0.187 | -0.020 | 0.005 |
| out_of_stock | 0.057 | 0.015 | 0.042 | 0.000 | 0.000 | 0.027 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.023 | 0.000 | 0.058 | 0.000 | 0.394 | 0.000 |
| rating_category | 0.026 | 0.000 | 0.000 | 0.000 | 0.933 | 0.017 | 0.000 | 0.000 | 0.000 | 0.052 | 0.034 | 0.025 | 0.023 | 1.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.026 |
| return_reason | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.025 | 0.000 | 0.999 | 0.054 | 0.000 | 0.005 | 0.000 | 0.000 | 1.000 | 0.033 | 0.000 | 0.000 | 0.015 |
| season | 0.058 | 0.000 | 0.021 | 0.046 | 0.000 | 0.537 | 0.518 | 0.000 | 0.047 | 0.028 | 0.545 | 0.000 | 0.058 | 0.000 | 0.033 | 1.000 | 0.036 | 0.033 | 0.585 |
| size | 0.000 | 0.395 | 0.000 | 0.173 | 0.015 | 0.047 | 0.040 | 0.073 | 0.000 | 0.022 | 0.000 | 0.187 | 0.000 | 0.036 | 0.000 | 0.036 | 1.000 | 0.000 | 0.000 |
| stock_quantity | 0.000 | 0.000 | 0.000 | -0.020 | -0.016 | 0.035 | 0.034 | 0.026 | 0.031 | -0.004 | -0.004 | -0.020 | 0.394 | 0.000 | 0.000 | 0.033 | 0.000 | 1.000 | 0.000 |
| year | 0.024 | 0.000 | 0.084 | 0.041 | 0.044 | 0.552 | 0.526 | 0.000 | 0.000 | 0.058 | 0.909 | 0.005 | 0.000 | 0.026 | 0.015 | 0.585 | 0.000 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| product_id | category | brand | season | size | color | original_price | markdown_percentage | current_price | purchase_date | stock_quantity | customer_rating | is_returned | return_reason | year | month | day | day_name | out_of_stock | discount_flag | rating_category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | FB000001 | Outerwear | Zara | Spring | XL | Red | 196.01 | 0.0 | 196.01 | 2025-07-05 | 37 | 3.000000 | False | No Return | 2025 | 7 | 5 | Saturday | 0 | 0 | Medium |
| 1 | FB000002 | Tops | Uniqlo | Winter | L | Pink | 119.64 | 0.0 | 119.64 | 2025-08-06 | 2 | 2.500000 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 0 | Medium |
| 2 | FB000003 | Accessories | Uniqlo | Winter | Unknown | Black | 33.80 | 0.0 | 33.80 | 2025-08-06 | 22 | 4.300000 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 0 | High |
| 3 | FB000004 | Shoes | Uniqlo | Spring | XL | Black | 75.36 | 0.0 | 75.36 | 2025-07-07 | 48 | 2.600000 | False | No Return | 2025 | 7 | 7 | Monday | 0 | 0 | Medium |
| 4 | FB000005 | Tops | Banana Republic | Winter | XL | Black | 105.02 | 0.0 | 105.02 | 2025-08-06 | 10 | 2.986604 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 0 | Medium |
| 5 | FB000006 | Accessories | Zara | Fall | Unknown | White | 35.03 | 0.0 | 22.63 | 2025-08-06 | 38 | 2.900000 | True | Color Mismatch | 2025 | 8 | 6 | Wednesday | 0 | 0 | Medium |
| 6 | FB000007 | Bottoms | Zara | Spring | S | Gray | 53.83 | 0.0 | 24.49 | 2024-10-29 | 38 | 2.600000 | False | No Return | 2024 | 10 | 29 | Tuesday | 0 | 0 | Medium |
| 7 | FB000008 | Dresses | Mango | Winter | XL | Blue | 91.55 | 22.1 | 71.32 | 2025-08-06 | 47 | 1.600000 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 1 | Low |
| 8 | FB000009 | Outerwear | Uniqlo | Spring | XL | Green | 227.73 | 12.8 | 198.58 | 2025-03-24 | 14 | 2.986604 | False | No Return | 2025 | 3 | 24 | Monday | 0 | 1 | Medium |
| 9 | FB000010 | Outerwear | H&M | Fall | XXL | Pink | 248.41 | 10.9 | 221.33 | 2025-08-06 | 37 | 2.986604 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 1 | Medium |
| product_id | category | brand | season | size | color | original_price | markdown_percentage | current_price | purchase_date | stock_quantity | customer_rating | is_returned | return_reason | year | month | day | day_name | out_of_stock | discount_flag | rating_category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2166 | FB002167 | Shoes | Banana Republic | Winter | M | Brown | 116.15 | 16.5 | 96.99 | 2025-08-06 | 11 | 3.0 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 1 | Medium |
| 2167 | FB002168 | Shoes | H&M | Winter | XS | White | 98.22 | 0.0 | 98.22 | 2025-08-06 | 27 | 3.3 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 0 | Medium |
| 2168 | FB002169 | Shoes | Ann Taylor | Winter | Unknown | Beige | 66.58 | 0.0 | 66.58 | 2025-08-06 | 45 | 3.4 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 0 | Medium |
| 2169 | FB002170 | Accessories | Uniqlo | Spring | Unknown | Beige | 69.22 | 0.0 | 69.22 | 2024-09-05 | 42 | 3.8 | False | No Return | 2024 | 9 | 5 | Thursday | 0 | 0 | Medium |
| 2170 | FB002171 | Tops | Uniqlo | Winter | XL | Black | 85.01 | 0.0 | 85.01 | 2025-08-06 | 39 | 4.3 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 0 | High |
| 2171 | FB002172 | Tops | Mango | Summer | XL | Black | 31.41 | 0.0 | 31.41 | 2025-08-06 | 10 | 2.1 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 0 | Medium |
| 2172 | FB002173 | Dresses | Banana Republic | Winter | L | Brown | 50.58 | 0.0 | 50.58 | 2025-08-06 | 1 | 3.1 | True | Changed Mind | 2025 | 8 | 6 | Wednesday | 0 | 0 | Medium |
| 2173 | FB002174 | Accessories | Banana Republic | Winter | Unknown | Beige | 79.37 | 54.8 | 35.88 | 2025-08-06 | 40 | 2.6 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 1 | Medium |
| 2174 | FB002175 | Bottoms | Ann Taylor | Summer | XL | Pink | 105.52 | 0.0 | 105.52 | 2025-08-06 | 20 | 4.9 | True | Size Issue | 2025 | 8 | 6 | Wednesday | 0 | 0 | High |
| 2175 | FB002176 | Shoes | Ann Taylor | Summer | XXL | White | 154.02 | 0.0 | 154.02 | 2025-08-06 | 23 | 1.3 | False | No Return | 2025 | 8 | 6 | Wednesday | 0 | 0 | Low |